diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 00000000..9e520788
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,16 @@
+.git
+Dockerfile
+venv
+*.pyc
+*.pyo
+*.swp
+build/
+*.egg-info/
+node_modules/
+/pyca/ui/static/
+.cache/
+dist/
+/recordings/*
+.coverage
+pyca.db
+.vscode/
diff --git a/.gitignore b/.gitignore
index 3f581a07..fb65df67 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,6 +13,7 @@ node_modules/
 dist/
 
 /recordings/*
+/init/container/pyca.conf
 
 .coverage
 pyca.db
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..8014deca
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,73 @@
+FROM alpine:3.13 AS build
+
+RUN apk --no-cache add \
+      curl-dev \
+      gcc \
+      linux-headers \
+      make \
+      musl-dev \
+      nodejs \
+      npm \
+      py3-pip \
+      python3 \
+      python3-dev \
+      util-linux \
+ && ln -s /usr/bin/python3 /usr/bin/python
+
+WORKDIR /usr/local/src
+
+COPY requirements.txt package.json package-lock.json ./
+RUN pip install -r requirements.txt \
+ && npm i
+
+COPY . .
+RUN make pypi
+
+FROM alpine:3.13
+LABEL maintainer="pyCA team"
+
+ENV FFMPEG_VERSION="20200918044515-N-99257-g01506c290a"
+
+COPY --from=build /usr/local/src/dist/pyca-*.tar.gz /tmp/pyca.tar.gz
+
+RUN apk --no-cache --virtual .run-deps add \
+      libcurl \
+      postgresql-libs \
+      py3-pip \
+      python3 \
+ && apk --no-cache --virtual .build-deps add \
+      curl \
+      curl-dev \
+      gcc \
+      linux-headers \
+      make \
+      musl-dev \
+      postgresql-dev \
+      python3-dev \
+      tar \
+      xz \
+ && ln -s /usr/bin/python3 /usr/bin/python \
+ && pip install \
+      /tmp/pyca.tar.gz \
+      gunicorn \
+      psycopg2 \
+ && cd /usr/local/bin \
+ && curl -sSL "https://pkg.opencast.org/bin/ffmpeg/ffmpeg-${FFMPEG_VERSION}.tar.xz" \
+     | tar xJf - --strip-components 1 --wildcards '*/ffmpeg' '*/ffprobe' \
+ && apk del .build-deps \
+ && rm -rf /tmp/pyca.tar.gz
+
+RUN addgroup -S -g 800 pyca \
+ && adduser -S -D -h /var/lib/pyca -G pyca -u 800 pyca \
+ && addgroup pyca audio \
+ && addgroup pyca video
+
+COPY etc/pyca.conf etc/gunicorn.conf.py /etc/pyca/
+RUN echo 'bind = "0.0.0.0:8000"' >> /etc/pyca/gunicorn.conf.py
+
+WORKDIR /var/lib/pyca
+USER pyca
+VOLUME [ "/var/lib/pyca" ]
+EXPOSE 8000
+
+ENTRYPOINT [ "pyca" ]
diff --git a/Makefile b/Makefile
index 7ba735dd..363340e8 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,7 @@
 all: lint test
 
+export DOCKER_BUILDKIT=1
+
 lint:
 	@flake8 $$(find pyca tests -name '*.py')
 	@npm run eslint
@@ -16,8 +18,11 @@ pypi: clean build
 	@python setup.py sdist
 	@printf "\nUpload to PyPI with \"twine upload dist/$$(python setup.py --fullname).tar.gz\"\n"
 
+docker:
+	@docker build -t quay.io/opencast/pyca .
+
 clean:
 	@python setup.py clean --all
 	@rm -rf node_modules pyca/ui/static
 
-PHONY: all lint test build pypi clean
+PHONY: all lint test build pypi docker clean
diff --git a/init/container/README.rst b/init/container/README.rst
new file mode 100644
index 00000000..aefc4fa7
--- /dev/null
+++ b/init/container/README.rst
@@ -0,0 +1,23 @@
+PyCA Container Images
+=====================
+
+This directory contains example docker-compose files for various scenarios.
+
+PyCA + SQLite
+-------------
+
+.. code-block:: bash
+
+    cp etc/pyca.conf init/container/pyca.conf
+    sed -i "s|#name .*|name = pyca-container|g" init/container/pyca.conf
+    docker-compose -f init/container/docker-compose.sqlite.yml up
+
+PyCA + PostgreSQL
+-------------
+
+.. code-block:: bash
+
+    cp etc/pyca.conf init/container/pyca.conf
+    sed -i "s|#name .*|name = pyca-container|g" init/container/pyca.conf
+    sed -i "s|#database .*|database = postgresql://pyca:pyca@database/pyca|g" init/container/pyca.conf
+    docker-compose -f init/container/docker-compose.postgres.yml up
diff --git a/init/container/docker-compose.postgres.yml b/init/container/docker-compose.postgres.yml
new file mode 100644
index 00000000..63c4ffa2
--- /dev/null
+++ b/init/container/docker-compose.postgres.yml
@@ -0,0 +1,58 @@
+version: '3'
+
+volumes:
+  pyca: {}
+  database: {}
+
+services:
+  pyca-schedule:
+    command: schedule
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-ingest:
+    command: ingest
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-capture:
+    command: capture
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-agentstate:
+    command: agentstate
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-ui:
+    entrypoint: ["gunicorn", "--config=/etc/pyca/gunicorn.conf.py", "pyca.ui:app"]
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+    ports:
+      - "8000:8000"
+
+  database:
+    image: postgres:12.3
+    restart: always
+    environment:
+      - POSTGRES_PASSWORD=pyca
+      - POSTGRES_USER=pyca
+      - POSTGRES_DB=pyca
+    volumes:
+      - database:/var/lib/postgresql/data
diff --git a/init/container/docker-compose.sqlite.yml b/init/container/docker-compose.sqlite.yml
new file mode 100644
index 00000000..1052ab7c
--- /dev/null
+++ b/init/container/docker-compose.sqlite.yml
@@ -0,0 +1,47 @@
+version: '3'
+
+volumes:
+  pyca: {}
+
+services:
+  pyca-schedule:
+    command: schedule
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-ingest:
+    command: ingest
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-capture:
+    command: capture
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-agentstate:
+    command: agentstate
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+
+  pyca-ui:
+    entrypoint: ["gunicorn", "--config=/etc/pyca/gunicorn.conf.py", "pyca.ui:app"]
+    image: quay.io/opencast/pyca
+    restart: always
+    volumes:
+      - ./pyca.conf:/etc/pyca/pyca.conf:ro
+      - pyca:/var/lib/pyca
+    ports:
+      - "8000:8000"